WalkForwardBuilder

This script allows performing a walk-forward analysis of trading experts based on the data collected by the WalkForwardLight library. The script builds a cluster walk forward report and rolling walk forward reports that refine it, in the form of a single HTML page. Since the library generates files with the metadata in the "tester\Files" directory (during the optimization), it is necessary to manually move the files to the "MQL4\Files" directory.

The script only works in conjunction with the library. The library is purchased separately and must be included in an expert.

There is a similar script for MetaTrader 5 - WalkForwardBuilder MT5, although it is auxiliary, as the MetaTrader 5 version of the library - WalkForwardLight MT5 - automatically creates files with the metadata in the "MQL5\Files" directory and builds reports.

A detailed User's Guide (in Russian) is available in the blog.

This script performs a walk-forward analysis using an unconventional method (details are in the User's Guide). There is another set of tools - the WalkForwardOptimizer library and the WalkForwardReporter script (their MetaTrader 5 counterpart is the WalkForwardOptimizer MT5 library, which does not require the script) for those, who want to adhere to the standard procedure more accurately (as much as possible with an implementation in the built-in tester without third-party programs).


Input parameters

  • CSVFolder - name of the folder with the metadata files; is left blank, the script looks for the folder name in the WFL_FILE_ global variable created by the library;
  • Estimator - optimization criterion; available values - wfo_profit, wfo_sharpe, wfo_pf, wfo_drawdown, wfo_profit_by_drawdown, wfo_profit_trades_by_drawdown, wfo_average;


Metrics in reports

Cluster report

The cluster report at the top of the HTML page contains generalized tables of expert's forward testing results at different ombinations of the optimization window sizes and the forward testing step sizes. The columns correspond to the window sizes of 10%, 20%, 30%, 40%, 50% of the total date range in the tester settings. The rows correspond to the forward step sizes of 5%, 10%, 15%, 20%, 25%, 30% from the window size. All percentages are recalculated to bars (see the Bars table).

The cluster report consists of the following tables:

  • annualized profit/loss - the hypothetical profit of the EA per year, with the earnings recalculated in proportion to the optimization and testing periods.
  • efficiency - the ratio of the annual profit on testing period and optimization period of the same pass.
  • consistency - percentage of profitable passes among all test passes of the "spliced" forward test.
  • bars - the size of the window and step in bars.

All tables cells in the cluster report are links, clicking them allows to quickly navigate to the corresponding refinement report.

Refinement reports

The refinement report contains details of how the forward testing metrics were obtained for a particular combination of the size of the optimization window and the forward step. The rows in the refinement report correspond to the tester runs, where the best parameters for the optimization window were found. The results of the subsequent test on a forward step, calculated in the same tester run, are displayed in the same row.

The columns contain the start and end dates of the optimization window, the forward end date, as well as the following metrics for two periods at the same time - optimization window (blue background) and forward test (yellow background): profit, profit factor (Sharpe ratio can be selected), profit, loss, the number of successful and unsuccessful trades, as well as the drawdown in physical terms and in percentage terms. The right column with the pass number allows determining the correspondence between this report and the standard optimization report of the tester, in particular for obtaining input parameters and running a single test.

It also displays the average, maximum, minimum values and variance; annual profit, efficiency, stability and drawdown of the "spliced" forward test on all steps, as well as a schematic representation of the balance curve of the forward test.

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MT4 to Telegram Signal Provider , Telegram'a sinyal göndermeyi sağlayan ve hesabınızı bir sinyal sağlayıcısına dönüştüren kullanımı kolay ve tamamen özelleştirilebilir bir araçtır. Mesajların formatı tamamen özelleştirilebilir! Ancak basit kullanım için, önceden tanımlanmış bir şablonu seçebilir ve mesajın belirli kısımlarını etkinleştirebilir veya devre dışı bırakabilirsiniz. [ Demo ]  [ Kullanım Kılavuzu ] [ MT5 Sürümü ] [ Discord Sürümü ] [ Telegram Kanalı ]  New: [ Telegram To MT5 ] Kurulum
Trade copier MT4
Alfiya Fazylova
4.56 (32)
Trade Copier, ticaret hesapları arasındaki işlemleri kopyalamak ve senkronize etmek için tasarlanmış profesyonel bir yardımcı programdır. Kopyalama, tedarikçinin hesabından/terminalinden alıcının aynı bilgisayarda veya vps'de kurulu olan hesabına/terminaline gerçekleşir. KAMPANYA - Eğer zaten "Trade copier MT5" aldıysanız, "Trade copier MT4"ü ücretsiz olarak alabilirsiniz (MT4 > MT5 ve MT4 < MT5 kopyalamalar için). Koşullar hakkında daha fazla bilgi almak için lütfen bizimle özel mesaj yoluyla i
Candlestick Pattern Scanner is a multi-timeframe and multi-symbol dashboard and alert system that checks all timeframes and currency pairs for different candlestick patterns that are formed in them. Scanner is integrated with support and resistance zones so you can check the candlestick patterns in the most important areas of the chart to find breakout and reversal patterns in the price chart. Download demo version   (works on M30,D1,W1 timeframes and 20 symbols of Market Watch window) Read the
The product will copy all telegram signal to MT4   ( which you are member  ) , also it can work as remote copier.  Easy to set up, copy order instant, can work with almost signal formats, image signal, s upport to translate other language to English Work with all type of channel or group, even channel have "Restrict Saving Content", work with  multi channel, multi MT5 Work as remote copier: with signal have ticket number, it will copy exactly via ticket number. Support to backtest signal. How to
VirtualTradePad PRO SE MT4 — MetaTrader 4 için gelişmiş işlem paneli ve grafik çalışma alanı VirtualTradePad PRO SE , MetaTrader 4 için profesyonel bir işlem paneli ve trade yönetim çalışma alanıdır. Traderların işlemleri tek bir grafik tabanlı arayüzden daha hızlı açmasına, yönetmesine, korumasına, kapatmasına ve analiz etmesine yardımcı olur. Ürün, basit bir buton setinden daha fazlasına ihtiyaç duyan aktif manuel traderlar için oluşturulmuştur. PRO SE; tek tıkla emir yürütme, bekleyen emirler
Hey, it’s finally here: the One-Way Hedge Object Copier! Seamlessly copy your drawing objects across multiple charts and timeframes. Available now on the market! Simply drop it onto your charts, draw and adjust your objects, and they will be copied 1:1 into all other charts. This lets you focus on what really matters and have fun. :) Happy trading, everyone!
MT4 to Discord Signal Provider , ticaret sinyallerini doğrudan Discord'a göndermek için tasarlanmış kullanıcı dostu ve tamamen özelleştirilebilir bir araçtır. Bu araç, ticaret hesabınızı etkili bir sinyal sağlayıcısına dönüştürür. Mesaj formatlarını tarzınıza uyacak şekilde özelleştirin! Kolay kullanım için önceden tasarlanmış şablonlardan seçim yapın ve hangi mesaj öğelerini dahil etmek veya çıkarmak istediğinize karar verin. [ Demo ] [ Kullanım Kılavuzu ] [ MT5 Versiyonu ] [ Telegram Versiyonu
THIS EA IS A SEMI-AUTO EA, IT NEEDS USER INPUT. Manual & Test Version Please TEST this product before   BUYING  and watch my video about it. Contact me for user support or bug reports, or if you want the MT5 version! MT5 Version I do not guarantee any profits or financial success using this EA. With this Expert Advisor, you can: Implement your own   Zone Recovery   strategy to capitalize on trending markets. Create   Grid   trading strategies, to profit from ranging markets. Place orders easil
RS Trade Copier - gerçek grafik arayüze sahip, ultra hızlı yerel işlem kopyalayıcı. Hesap numaralarını elle girmeyi bırakın. Artık 200'den fazla anlaşılmaz giriş parametresiyle uğraşmak yok. Birden fazla MT4 ve MT5 terminali arasında işlem operasyonlarını kopyalamak için güvenilir ve esnek bir araçtır. Hem profesyonel yatırımcılar, sinyal hizmetleri hem de bireysel yatırımcılar için uygundur. Bir veya birden fazla Sağlayıcıdan bir veya birden fazla Alıcıya ticareti senkronize eder ve bunu yüksek
MT5 SÜRÜMÜNÜ MÜ ARIYORSUNUZ? Eğer MetaTrader 5 kullanıyorsanız, native sürümü almak için buraya tıklayın: https://www.mql5.com/en/market/product/155546 Multi-Currency Strength Dashboard PRO — Profesyonel Para Birimi Güç Göstergesi (MT4) Multi-Currency Strength Dashboard PRO , MetaTrader 4 için geliştirilmiş, Forex piyasasındaki ana para birimlerinin göreceli gücünü gerçek zamanlı olarak ölçen gelişmiş bir indikatördür. 28 adede kadar ana pariteyi analiz eder, 8 ana para biriminin normaliz
Exp4 Duplicator
Vladislav Andruschenko
4.5 (22)
Duplicator for MetaTrader 4 — tek bir terminal içinde çalışan profesyonel işlem ve emir çoğaltma sistemi Zaten açık olan işlemleri otomatik olarak çoğaltmak, hacmi büyütmek, kendi lot kurallarını uygulamak ve çoğaltılmış pozisyonları hassas bir mantıkla yönetmek isteyen yatırımcılar için geliştirilmiş güçlü bir Expert Advisor. Manuel işlem yapanlar, otomatik sistem kullananlar ve terminalde zaten mevcut olan pozisyonları daha esnek şekilde yönetmek isteyenler için pratik bir çözümdür. Duplicato
Seconds Chart - MetaTrader 4 için saniye bazlı grafikler oluşturmanıza olanak sağlayan eşsiz bir araçtır. Seconds Chart sayesinde saniye cinsinden zaman dilimleriyle grafik oluşturabilir, standart dakika veya saatlik grafiklerde mümkün olmayan esneklik ve analiz hassasiyetine ulaşabilirsiniz. Örneğin, S15 zaman dilimi 15 saniyelik mum çubuklarını ifade eder. Tüm indikatörleri, uzman danışmanları ve komut dosyalarını standart grafiklerde olduğu gibi kolaylıkla kullanabilirsiniz. Standart araçları
DYJ benimle birlikte bir EA olarak herhangi bir dyj göstergesinin sanal işlem kayıtlarını takip ediyor Tek bir sinyal kaynağının göstergesinin adını ve durumunu gösterir Şu anda yalnızca DYJ T3ModeMa göstergeleri var ve gelecekte daha fazla göstergeler gelişecek gerçek zamanlı eğilim yönünü alıyor İşaretçileri almak için en geç izin saatini alır Son giriş fiyatlarını alıyor Birden fazla para birimi çifti için kâr düğmesi gösterilebilir ve düğmede toplam depolama sayısı görüntülenebilir Çok
Telegram to MT4 Multi-Channel Copier copia automaticamente i segnali di trading dai tuoi canali Telegram direttamente in MetaTrader 4. Niente bot, niente estensioni del browser, niente copia manuale. Ricevi un segnale su Telegram e l'EA apre l'operazione sul tuo terminale in pochi secondi. Il prodotto include due componenti: un'applicazione Windows che ascolta i tuoi canali Telegram, e questo Expert Advisor che esegue i segnali sul tuo terminale MT4. È disponibile anche la versione MT5. Guida di
Exp SafetyLock PRO
Vladislav Andruschenko
4.57 (28)
SAFETYLOCK , yatırımcıların mevcut açık pozisyonları için ters bir emir belirleyerek ani piyasa dönüşlerine karşı korunmalarını sağlar. Bir yatırımcı veya EA yeni bir pozisyon açtığında, SAFETYLOCK otomatik olarak bu pozisyona ters yönde bir bekleyen emir oluşturur. Pozisyon zarar etmeye başlarsa, bekleyen emir devreye girer ve pozisyonu kilitleyerek zararı sınırlamaya yardımcı olur. Bu EA, başlangıç pozisyonunu kapatma, takip eden durdurma (trailing stop) ile çalışarak kazançları maksimize etme
Yazarın diğer ürünleri
VolumeDeltaMT5
Stanislav Korotky
This indicator provides the analysis of tick volume deltas. It calculates tick volumes for buys and sells separately, and their delta on every bar, and displays volumes by price clusters (cells) within a specified bar (usually the latest one). This is a limited substitution of market delta analysis based on real volumes, which are not available on Forex. The indicator displays the following data in its sub-window: light-blue histogram - buy (long) volumes; orange histogram - sell (short) volumes
RenkoFromRealTicks
Stanislav Korotky
4.67 (3)
This non-trading expert utilizes so called custom symbols feature ( available in MQL API as well) to build renko charts based on history of real ticks of selected standard symbol. RenkoFromRealTicks generates custom symbol quotes, thus you may open many charts to apply different EAs and indicators to the renko. It also transmits real ticks to update renko charts in real time. The generated renko chart uses M1 timeframe. It makes no sense to switch the renko chart to a timeframe other than M1. T
WalkForwardOptimizer MT5
Stanislav Korotky
3.78 (9)
WalkForwardOptimizer library allows you to perform rolling and cluster walk-forward optimization of expert advisers (EA) in MetaTrader 5. To use the library include its header file WalkForwardOptimizer.mqh into your EA source code, add call provided functions as appropriate. Once the library is embedded into EA, you may start optimization according to the procedure described in the User guide . When it's finished, intermediate results are saved into a CSV file and some special global variables.
Order Book, known also as Market Book, market depth, Level 2, - is a dynamically updated table with current volumes of orders to buy and to sell specific financial instument at price levels near Bid and Ask. MetaTrader 5 provides the means for receiving market book from your broker, but in real time only, without access to its history. The indicator OrderBook Cumulative Indicator accumulates market book data online and visualizes them on the chart. In addition, the indicator can show the market
TrueVolumeSurrogate MT5
Stanislav Korotky
5 (1)
This indicator provides a true volume surrogate based on tick volumes. It uses a specific formula for calculation of a near to real estimation of trade volumes distribution , which may be very handy for instruments where only tick volumes are available. Please note that absolute values of the indicator do not correspond to any real volumes data, but the distribution itself, including overall shape and behavior, is similar to real volumes' shape and behavior of related instruments (for example, c
This non-trading expert utilizes so called custom symbols feature ( available in MQL as well ) to build renko charts based on historical quotes of selected standard symbol and to refresh renko in real-time according to new ticks. Also, it translates real ticks to the renko charts, which allows other EAs and indicators to trade and analyze renko. Place RenkoCharts on a chart of a work instrument. The lesser timeframe of the source chart is, the more precise resulting renko chart is, but the lesse
CustomVolumeDelta
Stanislav Korotky
5 (1)
This indicator displays volume delta (of either tick volume or real volume) encoded in a custom symbol, generated by special expert advisers, such as RenkoFromRealTicks . MetaTrader does not allow negative values in the volumes, this is why we need to encode deltas in a special way, and then use CustomVolumeDelta indicator to decode and display the deltas. This indicator is applicable only for custom instruments generated in appropriate way (with signed volumes encoded). It makes no sense to ap
FREE
The indicator compares quotes of a given symbol and a synthetic quote calculated from two specified referential symbols. The indicator is useful for checking Forex symbol behavior via corresponding stock indices and detecting their convergence/divergence which can forecast future price movements. The main idea is that all stock indices are quoted in particular currencies and therefore demonstrate correlation with Forex pairs where these currencies are used. When market makers decide to "buy" one
AutomaticZigZag
Stanislav Korotky
4.5 (2)
This is a non-parametric ZigZag providing 4 different methods of calculation. Upward edge continues on new bars while their `highs` are above highest `low` among previous bars, downward edge continues on next bars while their `lows` are below lowest `high` among previous; Gann swing: upward edge continues while `highs` and `lows` are higher than on the left adjacent bar, downward edge continues while `highs` and `lows` are lower than on the left adjacent bar. Inside bars (with lower `high` and
FREE
ADXS
Stanislav Korotky
5 (3)
Ever wondered why standard ADX is made unsigned and what if it would be kept signed? This indicator gives the answer, which allows you to trade more efficient. This indicator calculates ADX values using standard formulae, but excludes operation of taking the module of ADX values, which is forcedly added into ADX for some reason. In other words, the indicator preserves natural signs of ADX values, which makes it more consistent, easy to use, and gives signals earlier than standard ADX. Strictly s
This indicator provides the analysis of tick volume deltas. It monitors up and down ticks and sums them up as separate volumes for buys and sells, as well as their delta volumes. In addition, it displays volumes by price clusters (cells) within a specified period of bars. This indicator is similar to VolumeDeltaMT5 , which uses almost the same algorithms but does not process ticks and therefore cannot work on M1. This is the reason for VolumeDeltaM1 to exist. On the other hand, VolumeDeltaMT5 ca
This is a demo version of a non-trading expert , which utilizes so called the custom symbols feature ( available in MQL as well ) to build renko charts based on historical quotes of selected standard symbol and to refresh renko in real-time according to new ticks. Also it translates real ticks to the renko charts, which allows other EAs and indicators to trade and analyze renko. Place the EA on a chart of a working instrument. The lesser timeframe of the source chart is, the more precise resulti
FREE
PointsVsBars
Stanislav Korotky
This indicator provides a statistical analysis of price changes (in points) versus time delta (in bars). It calculates a matrix of full statistics about price changes during different time periods, and displays either distribution of returns in points for requested bar delta, or distribution of time deltas in bars for requested return. Please, note, that the indicator values are always a number of times corresponding price change vs bar delta occurred in history. Parameters: HistoryDepth - numbe
FREE
Order Book, known also as Market Book, market depth, Level 2, - is a dynamically updated table with current volumes of orders to buy and to sell specific financial instument at price levels near Bid and Ask. MetaTrader 5 provides the means for receiving market book from your broker in real time. The expert OrderBook Recorder records market book changes and stores them in local files for further usage in indicators and expert adviser, including testing in the tester. The expert stores market book
FREE
WalkForwardDemo is an expert adviser (EA) demonstrating how the built-in library WalkForwardOptimizer (WFO) for walk-forward optimization works. It allows you to easily optimize, view and analyze your EA performance and robustness in unknown trading conditions of future. You may find more details about walk-forward optimization in Wikipedia . Once you have performed optimization using WFO, the library generates special global variables (saved in an "archived" file with GVF-extension) and a CSV-f
FREE
Order Book, known also as Market Book, market depth, Level 2, - is a dynamically updated table with current volumes of orders to buy and to sell specific financial instument at price levels near Bid and Ask. MetaTrader 5 provides the means for receiving market book from your broker, but in real time only, without access to its history. This expert adviser OrderBook History Playback allows you to playback the market book events on the history using files, created by OrderBook Recorder . The exper
FREE
HZZM
Stanislav Korotky
4 (1)
This is an adaptive ZigZag based on modification of  HZZ indicator (original source code is available in this article ). Most important changes in this version: two additional indicator buffers added for zigzag evolution monitoring - they show cross signs at points where zigzag direction first changes; zigzag range (H) autodetection on day by day basis; time-dependent adjustment of zigzag range. Parameters: H - zigzag range in points; this parameter is similar to original HZZ, but it can take 0
FREE
ReturnAutoScale
Stanislav Korotky
5 (2)
The indicator calculates running total of linear weighted returns. It transforms rates into integrated and difference-stationary time series with distinctive buy and sell zones. Buy zones are shown in blue, sell zones in red. Parameters: period - number of bars to use for linear weighted calculation; default value - 96; smoothing - period for EMA; default value - 5; mode - an integer value for choosing calculation mode: 0 - long term trading; 1 - medium term trading; 2 - short term trading; defa
FREE
Comparator
Stanislav Korotky
4.75 (4)
This indicator compares the price changes during the specified period for the current symbol and other reference symbol. It allows to analyze the similar movements of highly correlated symbols, such as XAUUSD and XAGUSD, and find their occasional convergences and divergences for trading opportunities. The indicator displays the following buffers: light-green thick line - price changes of the current symbol for TimeGap bars; light-blue thin line - price changes of the reference symbol ( LeadSymbo
FREE
This script allows performing a walk-forward analysis of trading experts based on the data collected by the WalkForwardLight MT5 library. The script builds a cluster walk forward report and rolling walk forward reports that refine it, in the form of a single HTML page. This script is optional, as the library automatically generates the report immediate after the optimization in the tester is complete. However, the script is convenient because it allows using the same collected data to rebuild th
FREE
Year2Year
Stanislav Korotky
This indicator shows price changes for the same days in past years. D1 timeframe is required. This is a predictor indicator that finds D1 bars for the same days in past 8 years and shows their relative price changes on the current chart. Parameters: LookForward - number of days (bars) to show "future" price changes; default is 5; Offset - number of days (bars) to shift back in history; default is 0; ShowAverage - mode switch; true - show mean value for all 8 years and deviation bounds; false - s
FREE
OrderBook Utilities is a script, which performs several service operations on order book hob-files, created by OrderBook Recorder . The script processes a file for work symbol of the current chart. The file date is selected by means of the input parameter CustomDate (if it's filled in) or by the point where the script is dropped on the chart. Depending from the operation, useful information is written into the log, and optionally new file is created. The operation is selected by the input parame
FREE
SOMFX1Builder
Stanislav Korotky
5 (1)
If you like trading by candle patterns and want to reinforce this approach by modern technologies, this script is for you. In fact, it is a part of a toolbox, that includes a neural network engine implementing Self-Organizing Map (SOM) for candle patterns recognition, prediction, and provides you with an option to explore input and resulting data. The toolbox contains: SOMFX1Builder  - this script for training neural networks; it builds a file with generalized data about most characteristic pric
FREE
Mirror
Stanislav Korotky
This indicator predicts rate changes based on the chart display principle. It uses the idea that the price fluctuations consist of "action" and "reaction" phases, and the "reaction" is comparable and similar to the "action", so mirroring can be used to predict it. The indicator has three parameters: predict - the number of bars for prediction (24 by default); depth - the number of past bars that will be used as mirror points; for all depth mirroring points an MA is calculated and drawn on the ch
If you like trading crosses (such as AUDJPY, CADJPY, EURCHF, and similar), you should take into account what happens with major currencies (especially, USD and EUR) against the work pair: for example, while trading AUDJPY, important levels from AUDUSD and USDJPY may have an implicit effect. This indicator allows you to view hidden levels, calculated from the major rates. It finds nearest extremums in major quotes for specified history depth, which most likely form resistence or support levels, a
EvoLevels
Stanislav Korotky
The indicator displays most prominent price levels and their changes in history. It dynamically detects regions where price movements form attractors and shows up to 8 of them. The attractors can serve as resistance or support levels and outer bounds for rates. Parameters: WindowSize - number of bars in the sliding window which is used for detection of attractors; default is 100; MaxBar - number of bars to process (for performance optimization); default is 1000; when the indicator is called from
This is an intraday indicator that uses conventional formulae for daily and weekly levels of pivot, resistance and support, but updates them dynamically bar by bar. It answers the question how pivot levels would behave if every bar were considered as the last bar of a day. At every point in time, it takes N latest bars into consideration, where N is either the number of bars in a day (round the clock, i.e. in 24h) or the number of bars in a week - for daily and weekly levels correspondingly. So,
Most of traders use resistance and support levels for trading, and many people draw these levels as lines that go through extremums on a chart. When someone does this manually, he normally does this his own way, and every trader finds different lines as important. How can one be sure that his vision is correct? This indicator helps to solve this problem. It builds a complete set of virtual lines of resistance and support around current price and calculates density function for spatial distributi
The indicator draws a histogram of important levels for several major currencies attached to the current cross rates. It is intended for using on charts of crosses. It displays a histogram calculated from levels of nearest extremums of related major currencies. For example, hidden levels for AUDJPY can be detected by analyzing extremums of AUD and JPY rates against USD, EUR, GBP, and CHF. All instruments built from these currencies must be available on the client. This is an extended version of
StatBars
Stanislav Korotky
The indicator provides a statistic histogram of estimated price movements for intraday bars. It builds a histogram of average price movements for every intraday bar in history, separately for each day of week. Bars with movements above standard deviation or with higher percentage of buys than sells, or vice versa, can be used as direct trading signals. The indicator looks up current symbol history and sums up returns on every single intraday bar on a specific day of week. For example, if current
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Ali irwan
5137
Ali irwan 2017.07.29 00:53 
 

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